As a result, we selected and used COL9A3, VSIG4 and GFRA2, which were significantly associated with overall survival in ESCC, to build a risk model to give some clinical information related to patients’ outcomes for further exploration. This evidence concerns the gene GFRA2 and esophageal squamous cell carcinoma.